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Volumn 7553 LNCS, Issue PART 2, 2012, Pages 92-99

Training restricted boltzmann machines with multi-tempering: Harnessing parallelization

Author keywords

Machine Learning; Markov Chain Monte Carlo; Neural Networks; Restricted Boltzmann Machines

Indexed keywords

DATA SETS; DEEP BELIEF NETWORKS; EXCHANGE OF INFORMATION; MARKOV CHAIN MONTE CARLO; MARKOV CHAIN MONTE CARLO METHOD; MAXIMUM LIKELIHOOD LEARNING; PARALLEL COMPUTATION; PARALLEL COMPUTING ARCHITECTURE; PARALLEL TEMPERING ALGORITHMS; PARALLELIZATIONS; PROBABILISTIC NEURAL NETWORKS; RESTRICTED BOLTZMANN MACHINE; WEIGHTED AVERAGING;

EID: 84867664558     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-33266-1_12     Document Type: Conference Paper
Times cited : (17)

References (13)
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  • 3
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    • Accelerating the Replica Exchange Method through an Efficient All-Pairs Exchange
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    • Brenner, P.1    Sweet, C.R.2    VonHandorf, D.3    Izaguirre, J.A.4
  • 6
    • 0013344078 scopus 로고    scopus 로고
    • Training Products of Experts by Minimizing Contrastive Divergence
    • Hinton, G.E.: Training Products of Experts by Minimizing Contrastive Divergence. Neural Computation 14(8), 1771-1800 (2002)
    • (2002) Neural Computation , vol.14 , Issue.8 , pp. 1771-1800
    • Hinton, G.E.1
  • 7
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    • A fast learning algorithm for deep belief nets
    • Hinton, G.E., Osindero, S., Teh, Y.W.: A fast learning algorithm for deep belief nets. Neural Computation 18(7), 1527-1554 (2006)
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  • 8
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  • 9
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    • Learning in markov random fields using tempered transitions
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    • Salakhutdinov, R.: Learning in markov random fields using tempered transitions. In: Bengio, Y., Schuurmans, D., Lafferty, J.D., Williams, C.K.I., Culotta, A. (eds.) NIPS, pp. 1598-1606. Curran Associates, Inc. (2009)
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  • 11
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    • Replica Monte Carlo Simulation of Spin-Glasses
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    • Swendsen, R.H.1    Wang, J.S.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.